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Predictive layer: sensor trends, not just fault codes #36

Description

@Goodnight77

Goal: move from reactive (fault codes) to predictive (before failure).

  • Today TORQ reacts to fault codes: it owns the expensive minutes AFTER a fault
  • Add a predictive layer: ingest sensor telemetry (vibration, temperature), detect anomalies via thresholds or ML, and raise a fault before the machine trips
  • Feeds the same downstream pipeline (diagnose -> work order -> dispatch)
  • Large scope; future enhancement, not part of the current pitch

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